Ranking de variables usando Teoría de la Información.
Dra. Melanie Kolb
M. en F. C. Gustavo Magallanes-Guijón
Dr. Oliver López-Corona
# Librerías
library(RColorBrewer)
library(funModeling)
library(corrplot)
library(minerva)
library(infotheo)Sitio: Tlacotepec
Se tiene un marco de datos que contiene varias métricas relacionadas, y se calculó (con la teoría de la información): entropía, información mutua, ganancia de información y relación de ganancia.
Para esto se contó con los datos multivariados (marco de datos de entrada), y todas las variables se evaluaron contra una variable definida (como parámetro “objetivo”).
Acontinuación se presentan cuatro apartados de gráficos del cuerpo de agua Río Metztitlán, sitio sitio.
Los gráficos son en el siguiente orden:
Matriz de Información Mutua
Análisis de correlación basado en la Teoría de la Información
Información mutua
Entropía
Ganancia de información
Proporción de Ganancia (de información)
Todos los cálculos fueron hechos en el entorno y lenguaje de programación R con la biblioteca FunModeling
Matríz de Información Mutua
#data
sitio_mim <- read.csv("data/tlacotepec_mim.csv")# Discretizar cada variable
matriz=discretize(sitio_mim)
# Calcular la "correlación" basándonos en información mutua
matriz_im=mutinformation(matriz, method= "emp")
# Truco para visualizar el valor máximo de la escala
# excluyendo la diagonal (variable con respecto a sí misma)
diag(matriz_im)=0
# Gráfico de correlación con color y correlación con información mutua del paquete Infotheo.
corrplot(matriz_im, method="color",type="lower", number.cex=0.6,addCoef.col = "black", tl.col="red", tl.srt=90, tl.cex = 0.9, diag=FALSE, is.corr = F)
eti_sitio = c(
'SAAM',
'OD_mg.L',
'COLI_TOT',
'pH_CAMPO',
'TEMP_AGUA',
'NI_TOT',
'E_COLI',
'HG_TOT',
'CR_TOT',
'AS_TOT',
'TURBIEDAD',
'SST',
'COLOR_VER',
'DUR_TOT',
'N_TOT',
'COLI_FEC',
'N_NH3',
'N_NO2',
'N_NO3')
names_eti_sitio = c(
'Sustancias Activas al Azul de Metileno',
'Oxígeno Disuelto',
'Coliformes Totales',
'Potencial de Hidrógeno',
'Temperatura agua',
'Níquel Total',
'Escherichia coli',
'Mercurio Total',
'Cromo Total',
'Arsénico Total',
'Turbiedad',
'Sólidos Suspendidos Totales',
'Color Verdadero',
'Dureza Total',
'Nitrógeno Total (Cálculo)',
'Coliformes Fecales',
'Nitrógeno Amoniacal',
'Nitrógeno de Nitritos',
'Nitrógeno de Nitratos')Gráficas Información Mutua
#, results='hide'
for (i in seq_along(eti_sitio)) {
print(myplot <- ggplot(var_rank_info(sitio_mim, eti_sitio[i]), aes(x = reorder(var, mi),y = mi, fill = var))
+ geom_bar(stat = "identity")
+ coord_flip()
+ theme_bw()
+ xlab("")
+ ylab("Información Mutua")
+ ggtitle(names_eti_sitio[i])
+ theme(plot.title = element_text(hjust = 0.5))
+ guides(fill = FALSE))
print(var_rank_info(sitio_mim, eti_sitio[i]))
#save table in csv
#name_mi <- names_eti_sitio[i]
#name_table_mi <- paste("csv-graphs/tlaco/mi/",name_mi,"_mi.csv",sep = "")
#write.table(var_rank_info(sitio_mim, eti_sitio[i]), file = name_table_mi, sep = ",", col.names = NA)
#save plot
#plot_mi <- paste("images/tlaco/mi/",name_mi,"_mi.png",sep = "")
#ggsave(plot_mi)
}
## var en mi ig gr
## en7 CR_TOT 4.715 2.095 2.094849 0.8015430
## en12 DUR_TOT 5.248 4.196 4.195976 0.7995491
## en13 N_TOT 5.248 4.196 4.195976 0.7995491
## en15 N_NH3 5.248 4.196 4.195976 0.7995491
## en16 N_NO2 5.248 4.196 4.195976 0.7995491
## en17 N_NO3 5.248 4.196 4.195976 0.7995491
## en OD_mg.L 5.248 4.091 4.090713 0.7954461
## en9 TURBIEDAD 5.248 4.038 4.038081 0.7933310
## en4 NI_TOT 4.553 1.349 1.348619 0.7906699
## en6 HG_TOT 5.070 3.269 3.269153 0.7890130
## en14 COLI_FEC 5.248 3.913 3.912952 0.7881224
## en3 TEMP_AGUA 5.248 3.860 3.860321 0.7858523
## en5 E_COLI 5.248 3.828 3.827555 0.7844143
## en10 SST 5.248 3.630 3.629929 0.7753143
## en11 COLOR_VER 5.090 2.991 2.991385 0.7698957
## en8 AS_TOT 4.890 2.279 2.279425 0.7666498
## en1 COLI_TOT 5.090 2.668 2.668137 0.7490151
## en2 pH_CAMPO 5.143 2.703 2.703106 0.7406186
## var en mi ig gr
## en12 DUR_TOT 5.248 5.143 5.142664 0.9799420
## en13 N_TOT 5.248 5.143 5.142664 0.9799420
## en15 N_NH3 5.248 5.143 5.142664 0.9799420
## en16 N_NO2 5.248 5.143 5.142664 0.9799420
## en17 N_NO3 5.248 5.143 5.142664 0.9799420
## en9 TURBIEDAD 5.248 4.985 4.984770 0.9793197
## en14 COLI_FEC 5.248 4.860 4.859641 0.9787986
## en3 TEMP_AGUA 5.248 4.807 4.807009 0.9785714
## en5 E_COLI 5.248 4.774 4.774243 0.9784275
## en10 SST 5.248 4.577 4.576618 0.9775169
## en SAAM 5.248 4.091 4.090713 0.9749133
## en6 HG_TOT 5.248 4.038 4.038081 0.9745946
## en11 COLOR_VER 5.248 3.780 3.780179 0.9729083
## en2 pH_CAMPO 5.248 3.545 3.544531 0.9711592
## en1 COLI_TOT 5.248 3.457 3.456931 0.9704499
## en4 NI_TOT 5.195 1.653 1.653034 0.9691431
## en8 AS_TOT 5.248 2.868 2.867965 0.9645963
## en7 CR_TOT 5.248 2.508 2.508257 0.9597236
## var en mi ig gr
## en14 COLI_FEC 4.965 3.562 3.562194 0.7174750
## en8 AS_TOT 4.458 2.077 2.076969 0.6985568
## en4 NI_TOT 4.089 1.179 1.179242 0.6913675
## en12 DUR_TOT 5.248 3.562 3.562194 0.6787812
## en13 N_TOT 5.248 3.562 3.562194 0.6787812
## en15 N_NH3 5.248 3.562 3.562194 0.6787812
## en16 N_NO2 5.248 3.562 3.562194 0.6787812
## en17 N_NO3 5.248 3.562 3.562194 0.6787812
## en1 OD_mg.L 5.248 3.457 3.456931 0.6722063
## en9 TURBIEDAD 5.248 3.404 3.404300 0.6688169
## en3 TEMP_AGUA 5.195 3.279 3.279171 0.6675466
## en10 SST 5.143 3.101 3.101411 0.6624284
## en5 E_COLI 5.248 3.194 3.193773 0.6545280
## en11 COLOR_VER 4.912 2.535 2.535364 0.6525291
## en2 pH_CAMPO 4.880 2.332 2.332482 0.6390723
## en SAAM 5.090 2.668 2.668137 0.6358801
## en7 CR_TOT 4.564 1.612 1.611997 0.6167917
## en6 HG_TOT 5.195 2.510 2.510243 0.6058494
## var en mi ig gr
## en14 COLI_FEC 5.143 3.472 3.472034 0.6993155
## en12 DUR_TOT 5.248 3.650 3.649794 0.6954735
## en13 N_TOT 5.248 3.650 3.649794 0.6954735
## en15 N_NH3 5.248 3.650 3.649794 0.6954735
## en16 N_NO2 5.248 3.650 3.649794 0.6954735
## en17 N_NO3 5.248 3.650 3.649794 0.6954735
## en1 OD_mg.L 5.248 3.545 3.544531 0.6892403
## en9 TURBIEDAD 5.248 3.492 3.491900 0.6860270
## en10 SST 5.143 3.189 3.189011 0.6811389
## en3 TEMP_AGUA 5.248 3.314 3.314140 0.6746652
## en5 E_COLI 5.248 3.281 3.281373 0.6724806
## en8 AS_TOT 4.662 1.961 1.961008 0.6595550
## en2 COLI_TOT 4.880 2.332 2.332482 0.6547881
## en SAAM 5.143 2.703 2.703106 0.6442139
## en6 HG_TOT 5.143 2.650 2.650474 0.6396944
## en11 COLOR_VER 5.143 2.393 2.392572 0.6157786
## en7 CR_TOT 4.682 1.581 1.581433 0.6050972
## en4 NI_TOT 4.324 1.032 1.031728 0.6048828
## var en mi ig gr
## en8 AS_TOT 5.070 2.815 2.815334 0.9468945
## en12 DUR_TOT 5.248 4.912 4.912273 0.9360405
## en13 N_TOT 5.248 4.912 4.912273 0.9360405
## en15 N_NH3 5.248 4.912 4.912273 0.9360405
## en16 N_NO2 5.248 4.912 4.912273 0.9360405
## en17 N_NO3 5.248 4.912 4.912273 0.9360405
## en1 OD_mg.L 5.248 4.807 4.807009 0.9347313
## en9 TURBIEDAD 5.248 4.754 4.754378 0.9340564
## en14 COLI_FEC 5.248 4.629 4.629249 0.9323945
## en5 E_COLI 5.248 4.544 4.543852 0.9312113
## en10 SST 5.248 4.346 4.346226 0.9283077
## en4 NI_TOT 5.037 1.581 1.580537 0.9266394
## en2 COLI_TOT 5.195 3.279 3.279171 0.9205480
## en SAAM 5.248 3.860 3.860321 0.9200055
## en6 HG_TOT 5.248 3.808 3.807689 0.9189894
## en11 COLOR_VER 5.248 3.550 3.549787 0.9136122
## en7 CR_TOT 5.143 2.383 2.383128 0.9118462
## en3 pH_CAMPO 5.248 3.314 3.314140 0.9080346
## var en mi ig gr
## en7 CR_TOT 2.666 1.653 1.6530344 0.6324936
## en11 COLOR_VER 4.129 1.462 1.4623736 0.3763725
## en5 E_COLI 4.932 1.653 1.6530344 0.3387708
## en6 HG_TOT 4.458 1.391 1.3905563 0.3356121
## en2 COLI_TOT 4.089 1.179 1.1792421 0.3310437
## en12 DUR_TOT 5.248 1.706 1.7056660 0.3250171
## en13 N_TOT 5.248 1.706 1.7056660 0.3250171
## en15 N_NH3 5.248 1.706 1.7056660 0.3250171
## en16 N_NO2 5.248 1.706 1.7056660 0.3250171
## en17 N_NO3 5.248 1.706 1.7056660 0.3250171
## en9 TURBIEDAD 5.143 1.653 1.6530344 0.3247591
## en4 TEMP_AGUA 5.037 1.581 1.5805374 0.3217528
## en1 OD_mg.L 5.195 1.653 1.6530344 0.3214354
## en SAAM 4.553 1.349 1.3486187 0.3214077
## en14 COLI_FEC 5.090 1.581 1.5805374 0.3183420
## en10 SST 4.932 1.455 1.4554088 0.3108598
## en3 pH_CAMPO 4.324 1.032 1.0317281 0.2826811
## en8 AS_TOT 4.247 0.432 0.4323814 0.1454249
## var en mi ig gr
## en5 NI_TOT 4.932 1.653 1.653034 0.9691431
## en7 CR_TOT 5.037 2.456 2.455625 0.9395854
## en12 DUR_TOT 5.248 4.880 4.879506 0.9297968
## en13 N_TOT 5.248 4.880 4.879506 0.9297968
## en15 N_NH3 5.248 4.880 4.879506 0.9297968
## en16 N_NO2 5.248 4.880 4.879506 0.9297968
## en17 N_NO3 5.248 4.880 4.879506 0.9297968
## en1 OD_mg.L 5.248 4.774 4.774243 0.9283599
## en9 TURBIEDAD 5.248 4.722 4.721612 0.9276191
## en14 COLI_FEC 5.248 4.596 4.596483 0.9257949
## en4 TEMP_AGUA 5.248 4.544 4.543852 0.9249999
## en10 SST 5.248 4.313 4.313460 0.9213092
## en SAAM 5.248 3.828 3.827555 0.9121966
## en6 HG_TOT 5.248 3.775 3.774923 0.9110812
## en11 COLOR_VER 5.248 3.517 3.517021 0.9051791
## en3 pH_CAMPO 5.248 3.281 3.281373 0.8990570
## en2 COLI_TOT 5.248 3.194 3.193773 0.8965747
## en8 AS_TOT 5.248 2.605 2.604807 0.8760872
## var en mi ig gr
## en7 CR_TOT 4.458 2.298 2.298410 0.8794309
## en5 NI_TOT 4.458 1.391 1.390556 0.8152571
## en10 SST 5.123 3.702 3.702426 0.7907989
## en12 DUR_TOT 5.248 4.143 4.143344 0.7895201
## en13 N_TOT 5.248 4.143 4.143344 0.7895201
## en15 N_NH3 5.248 4.143 4.143344 0.7895201
## en16 N_NO2 5.248 4.143 4.143344 0.7895201
## en17 N_NO3 5.248 4.143 4.143344 0.7895201
## en1 OD_mg.L 5.248 4.038 4.038081 0.7852118
## en9 TURBIEDAD 5.248 3.985 3.985449 0.7829909
## en SAAM 5.070 3.269 3.269153 0.7791162
## en14 COLI_FEC 5.248 3.860 3.860321 0.7775217
## en4 TEMP_AGUA 5.248 3.808 3.807689 0.7751380
## en6 E_COLI 5.248 3.775 3.774923 0.7736281
## en11 COLOR_VER 5.143 2.886 2.886122 0.7428040
## en3 pH_CAMPO 5.143 2.650 2.650474 0.7261982
## en2 COLI_TOT 5.195 2.510 2.510243 0.7046900
## en8 AS_TOT 5.070 2.046 2.046405 0.6882772
## var en mi ig gr
## en5 NI_TOT 2.666 1.653 1.6530344 0.9691431
## en7 HG_TOT 4.458 2.298 2.2984100 0.5547234
## en11 COLOR_VER 4.524 1.975 1.9749760 0.5083015
## en6 E_COLI 5.037 2.456 2.4556250 0.5032527
## en SAAM 4.715 2.095 2.0948485 0.4992518
## en12 DUR_TOT 5.248 2.614 2.6135197 0.4980099
## en13 N_TOT 5.248 2.614 2.6135197 0.4980099
## en15 N_NH3 5.248 2.614 2.6135197 0.4980099
## en16 N_NO2 5.248 2.614 2.6135197 0.4980099
## en17 N_NO3 5.248 2.614 2.6135197 0.4980099
## en9 TURBIEDAD 5.195 2.508 2.5082566 0.4927781
## en1 OD_mg.L 5.248 2.508 2.5082566 0.4877348
## en10 SST 5.018 2.278 2.2778648 0.4865277
## en4 TEMP_AGUA 5.143 2.383 2.3831280 0.4851376
## en14 COLI_FEC 5.195 2.383 2.3831280 0.4799948
## en2 COLI_TOT 4.564 1.612 1.6119972 0.4525293
## en3 pH_CAMPO 4.682 1.581 1.5814334 0.4332938
## en8 AS_TOT 4.616 0.970 0.9703997 0.3263791
## var en mi ig gr
## en2 COLI_TOT 4.458 2.077 2.0769691 0.5830589
## en4 TEMP_AGUA 5.070 2.815 2.8153338 0.5731225
## en12 DUR_TOT 5.248 2.973 2.9732285 0.5665529
## en13 N_TOT 5.248 2.973 2.9732285 0.5665529
## en15 N_NH3 5.248 2.973 2.9732285 0.5665529
## en16 N_NO2 5.248 2.973 2.9732285 0.5665529
## en17 N_NO3 5.248 2.973 2.9732285 0.5665529
## en9 TURBIEDAD 5.195 2.868 2.8679654 0.5634473
## en14 COLI_FEC 5.143 2.795 2.7954683 0.5630458
## en1 OD_mg.L 5.248 2.868 2.8679654 0.5576808
## en SAAM 4.890 2.279 2.2794251 0.5432408
## en3 pH_CAMPO 4.662 1.961 1.9610076 0.5372926
## en6 E_COLI 5.248 2.605 2.6048075 0.5338260
## en10 SST 5.195 2.460 2.4598134 0.5253900
## en11 COLOR_VER 4.880 1.979 1.9791644 0.5093794
## en7 HG_TOT 5.070 2.046 2.0464053 0.4939019
## en8 CR_TOT 4.616 0.970 0.9703997 0.3712999
## en5 NI_TOT 4.247 0.432 0.4323814 0.2534971
## var en mi ig gr
## en11 COLOR_VER 5.195 3.780 3.780179 0.9729083
## en12 DUR_TOT 5.248 5.090 5.090033 0.9699129
## en13 N_TOT 5.248 5.090 5.090033 0.9699129
## en15 N_NH3 5.248 5.090 5.090033 0.9699129
## en16 N_NO2 5.248 5.090 5.090033 0.9699129
## en17 N_NO3 5.248 5.090 5.090033 0.9699129
## en1 OD_mg.L 5.248 4.985 4.984770 0.9692971
## en5 NI_TOT 5.143 1.653 1.653034 0.9691431
## en14 COLI_FEC 5.248 4.807 4.807009 0.9681978
## en4 TEMP_AGUA 5.248 4.754 4.754378 0.9678571
## en6 E_COLI 5.248 4.722 4.721612 0.9676412
## en10 SST 5.248 4.524 4.523986 0.9662754
## en9 AS_TOT 5.195 2.868 2.867965 0.9645963
## en SAAM 5.248 4.038 4.038081 0.9623700
## en7 HG_TOT 5.248 3.985 3.985449 0.9618920
## en8 CR_TOT 5.195 2.508 2.508257 0.9597236
## en3 pH_CAMPO 5.248 3.492 3.491900 0.9567387
## en2 COLI_TOT 5.248 3.404 3.404300 0.9556749
## var en mi ig gr
## en7 HG_TOT 5.123 3.702 3.702426 0.8935840
## en12 DUR_TOT 5.248 4.682 4.681881 0.8921390
## en13 N_TOT 5.248 4.682 4.681881 0.8921390
## en15 N_NH3 5.248 4.682 4.681881 0.8921390
## en16 N_NO2 5.248 4.682 4.681881 0.8921390
## en17 N_NO3 5.248 4.682 4.681881 0.8921390
## en1 OD_mg.L 5.248 4.577 4.576618 0.8899312
## en10 TURBIEDAD 5.248 4.524 4.523986 0.8887931
## en14 COLI_FEC 5.248 4.399 4.398857 0.8859904
## en4 TEMP_AGUA 5.248 4.346 4.346226 0.8847689
## en6 E_COLI 5.248 4.313 4.313460 0.8839951
## en3 pH_CAMPO 5.143 3.189 3.189011 0.8737508
## en8 CR_TOT 5.018 2.278 2.277865 0.8715698
## en2 COLI_TOT 5.143 3.101 3.101411 0.8706462
## en11 COLOR_VER 5.195 3.372 3.372027 0.8678619
## en SAAM 5.248 3.630 3.629929 0.8650977
## en5 NI_TOT 4.932 1.455 1.455409 0.8532789
## en9 AS_TOT 5.195 2.460 2.459813 0.8273207
## var en mi ig gr
## en5 NI_TOT 4.129 1.462 1.462374 0.8573622
## en8 CR_TOT 4.524 1.975 1.974976 0.7556767
## en10 TURBIEDAD 5.195 3.780 3.780179 0.7426630
## en12 DUR_TOT 5.248 3.885 3.885442 0.7403765
## en13 N_TOT 5.248 3.885 3.885442 0.7403765
## en15 N_NH3 5.248 3.885 3.885442 0.7403765
## en16 N_NO2 5.248 3.885 3.885442 0.7403765
## en17 N_NO3 5.248 3.885 3.885442 0.7403765
## en14 COLI_FEC 5.195 3.655 3.655051 0.7361775
## en1 OD_mg.L 5.248 3.780 3.780179 0.7350624
## en4 TEMP_AGUA 5.248 3.550 3.549787 0.7226365
## en6 E_COLI 5.248 3.517 3.517021 0.7207740
## en11 SST 5.195 3.372 3.372027 0.7202292
## en SAAM 5.090 2.991 2.991385 0.7129177
## en2 COLI_TOT 4.912 2.535 2.535364 0.7117422
## en7 HG_TOT 5.143 2.886 2.886122 0.6965683
## en9 AS_TOT 4.880 1.979 1.979164 0.6656617
## en3 pH_CAMPO 5.143 2.393 2.392572 0.6555362
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 N_TOT 5.248 5.248 5.247928 1
## en14 COLI_FEC 5.248 4.965 4.964904 1
## en15 N_NH3 5.248 5.248 5.247928 1
## en16 N_NO2 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 COLI_FEC 5.248 4.965 4.964904 1
## en15 N_NH3 5.248 5.248 5.247928 1
## en16 N_NO2 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en2 COLI_TOT 4.965 3.562 3.562194 1.0000000
## en3 pH_CAMPO 5.143 3.472 3.472034 0.9512958
## en13 DUR_TOT 5.248 4.965 4.964904 0.9460695
## en14 N_TOT 5.248 4.965 4.964904 0.9460695
## en15 N_NH3 5.248 4.965 4.964904 0.9460695
## en16 N_NO2 5.248 4.965 4.964904 0.9460695
## en17 N_NO3 5.248 4.965 4.964904 0.9460695
## en1 OD_mg.L 5.248 4.860 4.859641 0.9449656
## en10 TURBIEDAD 5.248 4.807 4.807009 0.9443966
## en4 TEMP_AGUA 5.248 4.629 4.629249 0.9423844
## en6 E_COLI 5.248 4.596 4.596483 0.9419975
## en12 COLOR_VER 5.195 3.655 3.655051 0.9407038
## en9 AS_TOT 5.143 2.795 2.795468 0.9402131
## en11 SST 5.248 4.399 4.398857 0.9395492
## en SAAM 5.248 3.913 3.912952 0.9325489
## en7 HG_TOT 5.248 3.860 3.860321 0.9316920
## en5 NI_TOT 5.090 1.581 1.580537 0.9266394
## en8 CR_TOT 5.195 2.383 2.383128 0.9118462
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 N_TOT 5.248 5.248 5.247928 1
## en15 COLI_FEC 5.248 4.965 4.964904 1
## en16 N_NO2 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 N_TOT 5.248 5.248 5.247928 1
## en15 COLI_FEC 5.248 4.965 4.964904 1
## en16 N_NH3 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 N_TOT 5.248 5.248 5.247928 1
## en15 COLI_FEC 5.248 4.965 4.964904 1
## en16 N_NH3 5.248 5.248 5.247928 1
## en17 N_NO2 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1Gráficas Entropía
for (j in seq_along(eti_sitio)) {
print(myplot <- ggplot(var_rank_info(sitio_mim, eti_sitio[j]), aes(x = reorder(var, en),y = en, fill = var))
+ geom_bar(stat = "identity")
+ coord_flip()
+ theme_bw()
+ xlab("")
+ ylab("Entropía")
+ ggtitle(names_eti_sitio[j])
+ theme(plot.title = element_text(hjust = 0.5))
+ guides(fill = FALSE))
print(var_rank_info(sitio_mim, eti_sitio[j]))
#save table in csv
#name_en <- names_eti_sitio[j]
#name_table_en <- paste("csv-graphs/tlaco/en/",name_en,"_en.csv",sep = "")
#write.table(var_rank_info(sitio_mim, eti_sitio[j]), file = name_table_en, sep = ",", col.names = NA)
#save plot
#plot_en <- paste("images/tlaco/en/",name_en,"_en.png",sep = "")
#ggsave(plot_en)
}
## var en mi ig gr
## en7 CR_TOT 4.715 2.095 2.094849 0.8015430
## en12 DUR_TOT 5.248 4.196 4.195976 0.7995491
## en13 N_TOT 5.248 4.196 4.195976 0.7995491
## en15 N_NH3 5.248 4.196 4.195976 0.7995491
## en16 N_NO2 5.248 4.196 4.195976 0.7995491
## en17 N_NO3 5.248 4.196 4.195976 0.7995491
## en OD_mg.L 5.248 4.091 4.090713 0.7954461
## en9 TURBIEDAD 5.248 4.038 4.038081 0.7933310
## en4 NI_TOT 4.553 1.349 1.348619 0.7906699
## en6 HG_TOT 5.070 3.269 3.269153 0.7890130
## en14 COLI_FEC 5.248 3.913 3.912952 0.7881224
## en3 TEMP_AGUA 5.248 3.860 3.860321 0.7858523
## en5 E_COLI 5.248 3.828 3.827555 0.7844143
## en10 SST 5.248 3.630 3.629929 0.7753143
## en11 COLOR_VER 5.090 2.991 2.991385 0.7698957
## en8 AS_TOT 4.890 2.279 2.279425 0.7666498
## en1 COLI_TOT 5.090 2.668 2.668137 0.7490151
## en2 pH_CAMPO 5.143 2.703 2.703106 0.7406186
## var en mi ig gr
## en12 DUR_TOT 5.248 5.143 5.142664 0.9799420
## en13 N_TOT 5.248 5.143 5.142664 0.9799420
## en15 N_NH3 5.248 5.143 5.142664 0.9799420
## en16 N_NO2 5.248 5.143 5.142664 0.9799420
## en17 N_NO3 5.248 5.143 5.142664 0.9799420
## en9 TURBIEDAD 5.248 4.985 4.984770 0.9793197
## en14 COLI_FEC 5.248 4.860 4.859641 0.9787986
## en3 TEMP_AGUA 5.248 4.807 4.807009 0.9785714
## en5 E_COLI 5.248 4.774 4.774243 0.9784275
## en10 SST 5.248 4.577 4.576618 0.9775169
## en SAAM 5.248 4.091 4.090713 0.9749133
## en6 HG_TOT 5.248 4.038 4.038081 0.9745946
## en11 COLOR_VER 5.248 3.780 3.780179 0.9729083
## en2 pH_CAMPO 5.248 3.545 3.544531 0.9711592
## en1 COLI_TOT 5.248 3.457 3.456931 0.9704499
## en4 NI_TOT 5.195 1.653 1.653034 0.9691431
## en8 AS_TOT 5.248 2.868 2.867965 0.9645963
## en7 CR_TOT 5.248 2.508 2.508257 0.9597236
## var en mi ig gr
## en14 COLI_FEC 4.965 3.562 3.562194 0.7174750
## en8 AS_TOT 4.458 2.077 2.076969 0.6985568
## en4 NI_TOT 4.089 1.179 1.179242 0.6913675
## en12 DUR_TOT 5.248 3.562 3.562194 0.6787812
## en13 N_TOT 5.248 3.562 3.562194 0.6787812
## en15 N_NH3 5.248 3.562 3.562194 0.6787812
## en16 N_NO2 5.248 3.562 3.562194 0.6787812
## en17 N_NO3 5.248 3.562 3.562194 0.6787812
## en1 OD_mg.L 5.248 3.457 3.456931 0.6722063
## en9 TURBIEDAD 5.248 3.404 3.404300 0.6688169
## en3 TEMP_AGUA 5.195 3.279 3.279171 0.6675466
## en10 SST 5.143 3.101 3.101411 0.6624284
## en5 E_COLI 5.248 3.194 3.193773 0.6545280
## en11 COLOR_VER 4.912 2.535 2.535364 0.6525291
## en2 pH_CAMPO 4.880 2.332 2.332482 0.6390723
## en SAAM 5.090 2.668 2.668137 0.6358801
## en7 CR_TOT 4.564 1.612 1.611997 0.6167917
## en6 HG_TOT 5.195 2.510 2.510243 0.6058494
## var en mi ig gr
## en14 COLI_FEC 5.143 3.472 3.472034 0.6993155
## en12 DUR_TOT 5.248 3.650 3.649794 0.6954735
## en13 N_TOT 5.248 3.650 3.649794 0.6954735
## en15 N_NH3 5.248 3.650 3.649794 0.6954735
## en16 N_NO2 5.248 3.650 3.649794 0.6954735
## en17 N_NO3 5.248 3.650 3.649794 0.6954735
## en1 OD_mg.L 5.248 3.545 3.544531 0.6892403
## en9 TURBIEDAD 5.248 3.492 3.491900 0.6860270
## en10 SST 5.143 3.189 3.189011 0.6811389
## en3 TEMP_AGUA 5.248 3.314 3.314140 0.6746652
## en5 E_COLI 5.248 3.281 3.281373 0.6724806
## en8 AS_TOT 4.662 1.961 1.961008 0.6595550
## en2 COLI_TOT 4.880 2.332 2.332482 0.6547881
## en SAAM 5.143 2.703 2.703106 0.6442139
## en6 HG_TOT 5.143 2.650 2.650474 0.6396944
## en11 COLOR_VER 5.143 2.393 2.392572 0.6157786
## en7 CR_TOT 4.682 1.581 1.581433 0.6050972
## en4 NI_TOT 4.324 1.032 1.031728 0.6048828
## var en mi ig gr
## en8 AS_TOT 5.070 2.815 2.815334 0.9468945
## en12 DUR_TOT 5.248 4.912 4.912273 0.9360405
## en13 N_TOT 5.248 4.912 4.912273 0.9360405
## en15 N_NH3 5.248 4.912 4.912273 0.9360405
## en16 N_NO2 5.248 4.912 4.912273 0.9360405
## en17 N_NO3 5.248 4.912 4.912273 0.9360405
## en1 OD_mg.L 5.248 4.807 4.807009 0.9347313
## en9 TURBIEDAD 5.248 4.754 4.754378 0.9340564
## en14 COLI_FEC 5.248 4.629 4.629249 0.9323945
## en5 E_COLI 5.248 4.544 4.543852 0.9312113
## en10 SST 5.248 4.346 4.346226 0.9283077
## en4 NI_TOT 5.037 1.581 1.580537 0.9266394
## en2 COLI_TOT 5.195 3.279 3.279171 0.9205480
## en SAAM 5.248 3.860 3.860321 0.9200055
## en6 HG_TOT 5.248 3.808 3.807689 0.9189894
## en11 COLOR_VER 5.248 3.550 3.549787 0.9136122
## en7 CR_TOT 5.143 2.383 2.383128 0.9118462
## en3 pH_CAMPO 5.248 3.314 3.314140 0.9080346
## var en mi ig gr
## en7 CR_TOT 2.666 1.653 1.6530344 0.6324936
## en11 COLOR_VER 4.129 1.462 1.4623736 0.3763725
## en5 E_COLI 4.932 1.653 1.6530344 0.3387708
## en6 HG_TOT 4.458 1.391 1.3905563 0.3356121
## en2 COLI_TOT 4.089 1.179 1.1792421 0.3310437
## en12 DUR_TOT 5.248 1.706 1.7056660 0.3250171
## en13 N_TOT 5.248 1.706 1.7056660 0.3250171
## en15 N_NH3 5.248 1.706 1.7056660 0.3250171
## en16 N_NO2 5.248 1.706 1.7056660 0.3250171
## en17 N_NO3 5.248 1.706 1.7056660 0.3250171
## en9 TURBIEDAD 5.143 1.653 1.6530344 0.3247591
## en4 TEMP_AGUA 5.037 1.581 1.5805374 0.3217528
## en1 OD_mg.L 5.195 1.653 1.6530344 0.3214354
## en SAAM 4.553 1.349 1.3486187 0.3214077
## en14 COLI_FEC 5.090 1.581 1.5805374 0.3183420
## en10 SST 4.932 1.455 1.4554088 0.3108598
## en3 pH_CAMPO 4.324 1.032 1.0317281 0.2826811
## en8 AS_TOT 4.247 0.432 0.4323814 0.1454249
## var en mi ig gr
## en5 NI_TOT 4.932 1.653 1.653034 0.9691431
## en7 CR_TOT 5.037 2.456 2.455625 0.9395854
## en12 DUR_TOT 5.248 4.880 4.879506 0.9297968
## en13 N_TOT 5.248 4.880 4.879506 0.9297968
## en15 N_NH3 5.248 4.880 4.879506 0.9297968
## en16 N_NO2 5.248 4.880 4.879506 0.9297968
## en17 N_NO3 5.248 4.880 4.879506 0.9297968
## en1 OD_mg.L 5.248 4.774 4.774243 0.9283599
## en9 TURBIEDAD 5.248 4.722 4.721612 0.9276191
## en14 COLI_FEC 5.248 4.596 4.596483 0.9257949
## en4 TEMP_AGUA 5.248 4.544 4.543852 0.9249999
## en10 SST 5.248 4.313 4.313460 0.9213092
## en SAAM 5.248 3.828 3.827555 0.9121966
## en6 HG_TOT 5.248 3.775 3.774923 0.9110812
## en11 COLOR_VER 5.248 3.517 3.517021 0.9051791
## en3 pH_CAMPO 5.248 3.281 3.281373 0.8990570
## en2 COLI_TOT 5.248 3.194 3.193773 0.8965747
## en8 AS_TOT 5.248 2.605 2.604807 0.8760872
## var en mi ig gr
## en7 CR_TOT 4.458 2.298 2.298410 0.8794309
## en5 NI_TOT 4.458 1.391 1.390556 0.8152571
## en10 SST 5.123 3.702 3.702426 0.7907989
## en12 DUR_TOT 5.248 4.143 4.143344 0.7895201
## en13 N_TOT 5.248 4.143 4.143344 0.7895201
## en15 N_NH3 5.248 4.143 4.143344 0.7895201
## en16 N_NO2 5.248 4.143 4.143344 0.7895201
## en17 N_NO3 5.248 4.143 4.143344 0.7895201
## en1 OD_mg.L 5.248 4.038 4.038081 0.7852118
## en9 TURBIEDAD 5.248 3.985 3.985449 0.7829909
## en SAAM 5.070 3.269 3.269153 0.7791162
## en14 COLI_FEC 5.248 3.860 3.860321 0.7775217
## en4 TEMP_AGUA 5.248 3.808 3.807689 0.7751380
## en6 E_COLI 5.248 3.775 3.774923 0.7736281
## en11 COLOR_VER 5.143 2.886 2.886122 0.7428040
## en3 pH_CAMPO 5.143 2.650 2.650474 0.7261982
## en2 COLI_TOT 5.195 2.510 2.510243 0.7046900
## en8 AS_TOT 5.070 2.046 2.046405 0.6882772
## var en mi ig gr
## en5 NI_TOT 2.666 1.653 1.6530344 0.9691431
## en7 HG_TOT 4.458 2.298 2.2984100 0.5547234
## en11 COLOR_VER 4.524 1.975 1.9749760 0.5083015
## en6 E_COLI 5.037 2.456 2.4556250 0.5032527
## en SAAM 4.715 2.095 2.0948485 0.4992518
## en12 DUR_TOT 5.248 2.614 2.6135197 0.4980099
## en13 N_TOT 5.248 2.614 2.6135197 0.4980099
## en15 N_NH3 5.248 2.614 2.6135197 0.4980099
## en16 N_NO2 5.248 2.614 2.6135197 0.4980099
## en17 N_NO3 5.248 2.614 2.6135197 0.4980099
## en9 TURBIEDAD 5.195 2.508 2.5082566 0.4927781
## en1 OD_mg.L 5.248 2.508 2.5082566 0.4877348
## en10 SST 5.018 2.278 2.2778648 0.4865277
## en4 TEMP_AGUA 5.143 2.383 2.3831280 0.4851376
## en14 COLI_FEC 5.195 2.383 2.3831280 0.4799948
## en2 COLI_TOT 4.564 1.612 1.6119972 0.4525293
## en3 pH_CAMPO 4.682 1.581 1.5814334 0.4332938
## en8 AS_TOT 4.616 0.970 0.9703997 0.3263791
## var en mi ig gr
## en2 COLI_TOT 4.458 2.077 2.0769691 0.5830589
## en4 TEMP_AGUA 5.070 2.815 2.8153338 0.5731225
## en12 DUR_TOT 5.248 2.973 2.9732285 0.5665529
## en13 N_TOT 5.248 2.973 2.9732285 0.5665529
## en15 N_NH3 5.248 2.973 2.9732285 0.5665529
## en16 N_NO2 5.248 2.973 2.9732285 0.5665529
## en17 N_NO3 5.248 2.973 2.9732285 0.5665529
## en9 TURBIEDAD 5.195 2.868 2.8679654 0.5634473
## en14 COLI_FEC 5.143 2.795 2.7954683 0.5630458
## en1 OD_mg.L 5.248 2.868 2.8679654 0.5576808
## en SAAM 4.890 2.279 2.2794251 0.5432408
## en3 pH_CAMPO 4.662 1.961 1.9610076 0.5372926
## en6 E_COLI 5.248 2.605 2.6048075 0.5338260
## en10 SST 5.195 2.460 2.4598134 0.5253900
## en11 COLOR_VER 4.880 1.979 1.9791644 0.5093794
## en7 HG_TOT 5.070 2.046 2.0464053 0.4939019
## en8 CR_TOT 4.616 0.970 0.9703997 0.3712999
## en5 NI_TOT 4.247 0.432 0.4323814 0.2534971
## var en mi ig gr
## en11 COLOR_VER 5.195 3.780 3.780179 0.9729083
## en12 DUR_TOT 5.248 5.090 5.090033 0.9699129
## en13 N_TOT 5.248 5.090 5.090033 0.9699129
## en15 N_NH3 5.248 5.090 5.090033 0.9699129
## en16 N_NO2 5.248 5.090 5.090033 0.9699129
## en17 N_NO3 5.248 5.090 5.090033 0.9699129
## en1 OD_mg.L 5.248 4.985 4.984770 0.9692971
## en5 NI_TOT 5.143 1.653 1.653034 0.9691431
## en14 COLI_FEC 5.248 4.807 4.807009 0.9681978
## en4 TEMP_AGUA 5.248 4.754 4.754378 0.9678571
## en6 E_COLI 5.248 4.722 4.721612 0.9676412
## en10 SST 5.248 4.524 4.523986 0.9662754
## en9 AS_TOT 5.195 2.868 2.867965 0.9645963
## en SAAM 5.248 4.038 4.038081 0.9623700
## en7 HG_TOT 5.248 3.985 3.985449 0.9618920
## en8 CR_TOT 5.195 2.508 2.508257 0.9597236
## en3 pH_CAMPO 5.248 3.492 3.491900 0.9567387
## en2 COLI_TOT 5.248 3.404 3.404300 0.9556749
## var en mi ig gr
## en7 HG_TOT 5.123 3.702 3.702426 0.8935840
## en12 DUR_TOT 5.248 4.682 4.681881 0.8921390
## en13 N_TOT 5.248 4.682 4.681881 0.8921390
## en15 N_NH3 5.248 4.682 4.681881 0.8921390
## en16 N_NO2 5.248 4.682 4.681881 0.8921390
## en17 N_NO3 5.248 4.682 4.681881 0.8921390
## en1 OD_mg.L 5.248 4.577 4.576618 0.8899312
## en10 TURBIEDAD 5.248 4.524 4.523986 0.8887931
## en14 COLI_FEC 5.248 4.399 4.398857 0.8859904
## en4 TEMP_AGUA 5.248 4.346 4.346226 0.8847689
## en6 E_COLI 5.248 4.313 4.313460 0.8839951
## en3 pH_CAMPO 5.143 3.189 3.189011 0.8737508
## en8 CR_TOT 5.018 2.278 2.277865 0.8715698
## en2 COLI_TOT 5.143 3.101 3.101411 0.8706462
## en11 COLOR_VER 5.195 3.372 3.372027 0.8678619
## en SAAM 5.248 3.630 3.629929 0.8650977
## en5 NI_TOT 4.932 1.455 1.455409 0.8532789
## en9 AS_TOT 5.195 2.460 2.459813 0.8273207
## var en mi ig gr
## en5 NI_TOT 4.129 1.462 1.462374 0.8573622
## en8 CR_TOT 4.524 1.975 1.974976 0.7556767
## en10 TURBIEDAD 5.195 3.780 3.780179 0.7426630
## en12 DUR_TOT 5.248 3.885 3.885442 0.7403765
## en13 N_TOT 5.248 3.885 3.885442 0.7403765
## en15 N_NH3 5.248 3.885 3.885442 0.7403765
## en16 N_NO2 5.248 3.885 3.885442 0.7403765
## en17 N_NO3 5.248 3.885 3.885442 0.7403765
## en14 COLI_FEC 5.195 3.655 3.655051 0.7361775
## en1 OD_mg.L 5.248 3.780 3.780179 0.7350624
## en4 TEMP_AGUA 5.248 3.550 3.549787 0.7226365
## en6 E_COLI 5.248 3.517 3.517021 0.7207740
## en11 SST 5.195 3.372 3.372027 0.7202292
## en SAAM 5.090 2.991 2.991385 0.7129177
## en2 COLI_TOT 4.912 2.535 2.535364 0.7117422
## en7 HG_TOT 5.143 2.886 2.886122 0.6965683
## en9 AS_TOT 4.880 1.979 1.979164 0.6656617
## en3 pH_CAMPO 5.143 2.393 2.392572 0.6555362
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 N_TOT 5.248 5.248 5.247928 1
## en14 COLI_FEC 5.248 4.965 4.964904 1
## en15 N_NH3 5.248 5.248 5.247928 1
## en16 N_NO2 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 COLI_FEC 5.248 4.965 4.964904 1
## en15 N_NH3 5.248 5.248 5.247928 1
## en16 N_NO2 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en2 COLI_TOT 4.965 3.562 3.562194 1.0000000
## en3 pH_CAMPO 5.143 3.472 3.472034 0.9512958
## en13 DUR_TOT 5.248 4.965 4.964904 0.9460695
## en14 N_TOT 5.248 4.965 4.964904 0.9460695
## en15 N_NH3 5.248 4.965 4.964904 0.9460695
## en16 N_NO2 5.248 4.965 4.964904 0.9460695
## en17 N_NO3 5.248 4.965 4.964904 0.9460695
## en1 OD_mg.L 5.248 4.860 4.859641 0.9449656
## en10 TURBIEDAD 5.248 4.807 4.807009 0.9443966
## en4 TEMP_AGUA 5.248 4.629 4.629249 0.9423844
## en6 E_COLI 5.248 4.596 4.596483 0.9419975
## en12 COLOR_VER 5.195 3.655 3.655051 0.9407038
## en9 AS_TOT 5.143 2.795 2.795468 0.9402131
## en11 SST 5.248 4.399 4.398857 0.9395492
## en SAAM 5.248 3.913 3.912952 0.9325489
## en7 HG_TOT 5.248 3.860 3.860321 0.9316920
## en5 NI_TOT 5.090 1.581 1.580537 0.9266394
## en8 CR_TOT 5.195 2.383 2.383128 0.9118462
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 N_TOT 5.248 5.248 5.247928 1
## en15 COLI_FEC 5.248 4.965 4.964904 1
## en16 N_NO2 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 N_TOT 5.248 5.248 5.247928 1
## en15 COLI_FEC 5.248 4.965 4.964904 1
## en16 N_NH3 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 N_TOT 5.248 5.248 5.247928 1
## en15 COLI_FEC 5.248 4.965 4.964904 1
## en16 N_NH3 5.248 5.248 5.247928 1
## en17 N_NO2 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1Gráficas Ganancia de información
for (k in seq_along(eti_sitio)) {
print(myplot <- ggplot(var_rank_info(sitio_mim, eti_sitio[k]), aes(x = reorder(var, ig),y = ig, fill = var))
+ geom_bar(stat = "identity")
+ coord_flip()
+ theme_bw()
+ xlab("")
+ ylab("Ganancia de la Información")
+ ggtitle(names_eti_sitio[k])
+ theme(plot.title = element_text(hjust = 0.5))
+ guides(fill = FALSE))
print(var_rank_info(sitio_mim, eti_sitio[k]))
#save table in csv
#name_ig <- names_eti_sitio[k]
#name_table_ig <- paste("csv-graphs/tlaco/ig/",name_ig,"_ig.csv",sep = "")
#write.table(var_rank_info(sitio_mim, eti_sitio[k]), file = name_table_ig, sep = ",", col.names = NA)
#save plot
#plot_ig <- paste("images/tlaco/ig/",name_ig,"_ig.png",sep = "")
#ggsave(plot_ig)
}
## var en mi ig gr
## en7 CR_TOT 4.715 2.095 2.094849 0.8015430
## en12 DUR_TOT 5.248 4.196 4.195976 0.7995491
## en13 N_TOT 5.248 4.196 4.195976 0.7995491
## en15 N_NH3 5.248 4.196 4.195976 0.7995491
## en16 N_NO2 5.248 4.196 4.195976 0.7995491
## en17 N_NO3 5.248 4.196 4.195976 0.7995491
## en OD_mg.L 5.248 4.091 4.090713 0.7954461
## en9 TURBIEDAD 5.248 4.038 4.038081 0.7933310
## en4 NI_TOT 4.553 1.349 1.348619 0.7906699
## en6 HG_TOT 5.070 3.269 3.269153 0.7890130
## en14 COLI_FEC 5.248 3.913 3.912952 0.7881224
## en3 TEMP_AGUA 5.248 3.860 3.860321 0.7858523
## en5 E_COLI 5.248 3.828 3.827555 0.7844143
## en10 SST 5.248 3.630 3.629929 0.7753143
## en11 COLOR_VER 5.090 2.991 2.991385 0.7698957
## en8 AS_TOT 4.890 2.279 2.279425 0.7666498
## en1 COLI_TOT 5.090 2.668 2.668137 0.7490151
## en2 pH_CAMPO 5.143 2.703 2.703106 0.7406186
## var en mi ig gr
## en12 DUR_TOT 5.248 5.143 5.142664 0.9799420
## en13 N_TOT 5.248 5.143 5.142664 0.9799420
## en15 N_NH3 5.248 5.143 5.142664 0.9799420
## en16 N_NO2 5.248 5.143 5.142664 0.9799420
## en17 N_NO3 5.248 5.143 5.142664 0.9799420
## en9 TURBIEDAD 5.248 4.985 4.984770 0.9793197
## en14 COLI_FEC 5.248 4.860 4.859641 0.9787986
## en3 TEMP_AGUA 5.248 4.807 4.807009 0.9785714
## en5 E_COLI 5.248 4.774 4.774243 0.9784275
## en10 SST 5.248 4.577 4.576618 0.9775169
## en SAAM 5.248 4.091 4.090713 0.9749133
## en6 HG_TOT 5.248 4.038 4.038081 0.9745946
## en11 COLOR_VER 5.248 3.780 3.780179 0.9729083
## en2 pH_CAMPO 5.248 3.545 3.544531 0.9711592
## en1 COLI_TOT 5.248 3.457 3.456931 0.9704499
## en4 NI_TOT 5.195 1.653 1.653034 0.9691431
## en8 AS_TOT 5.248 2.868 2.867965 0.9645963
## en7 CR_TOT 5.248 2.508 2.508257 0.9597236
## var en mi ig gr
## en14 COLI_FEC 4.965 3.562 3.562194 0.7174750
## en8 AS_TOT 4.458 2.077 2.076969 0.6985568
## en4 NI_TOT 4.089 1.179 1.179242 0.6913675
## en12 DUR_TOT 5.248 3.562 3.562194 0.6787812
## en13 N_TOT 5.248 3.562 3.562194 0.6787812
## en15 N_NH3 5.248 3.562 3.562194 0.6787812
## en16 N_NO2 5.248 3.562 3.562194 0.6787812
## en17 N_NO3 5.248 3.562 3.562194 0.6787812
## en1 OD_mg.L 5.248 3.457 3.456931 0.6722063
## en9 TURBIEDAD 5.248 3.404 3.404300 0.6688169
## en3 TEMP_AGUA 5.195 3.279 3.279171 0.6675466
## en10 SST 5.143 3.101 3.101411 0.6624284
## en5 E_COLI 5.248 3.194 3.193773 0.6545280
## en11 COLOR_VER 4.912 2.535 2.535364 0.6525291
## en2 pH_CAMPO 4.880 2.332 2.332482 0.6390723
## en SAAM 5.090 2.668 2.668137 0.6358801
## en7 CR_TOT 4.564 1.612 1.611997 0.6167917
## en6 HG_TOT 5.195 2.510 2.510243 0.6058494
## var en mi ig gr
## en14 COLI_FEC 5.143 3.472 3.472034 0.6993155
## en12 DUR_TOT 5.248 3.650 3.649794 0.6954735
## en13 N_TOT 5.248 3.650 3.649794 0.6954735
## en15 N_NH3 5.248 3.650 3.649794 0.6954735
## en16 N_NO2 5.248 3.650 3.649794 0.6954735
## en17 N_NO3 5.248 3.650 3.649794 0.6954735
## en1 OD_mg.L 5.248 3.545 3.544531 0.6892403
## en9 TURBIEDAD 5.248 3.492 3.491900 0.6860270
## en10 SST 5.143 3.189 3.189011 0.6811389
## en3 TEMP_AGUA 5.248 3.314 3.314140 0.6746652
## en5 E_COLI 5.248 3.281 3.281373 0.6724806
## en8 AS_TOT 4.662 1.961 1.961008 0.6595550
## en2 COLI_TOT 4.880 2.332 2.332482 0.6547881
## en SAAM 5.143 2.703 2.703106 0.6442139
## en6 HG_TOT 5.143 2.650 2.650474 0.6396944
## en11 COLOR_VER 5.143 2.393 2.392572 0.6157786
## en7 CR_TOT 4.682 1.581 1.581433 0.6050972
## en4 NI_TOT 4.324 1.032 1.031728 0.6048828
## var en mi ig gr
## en8 AS_TOT 5.070 2.815 2.815334 0.9468945
## en12 DUR_TOT 5.248 4.912 4.912273 0.9360405
## en13 N_TOT 5.248 4.912 4.912273 0.9360405
## en15 N_NH3 5.248 4.912 4.912273 0.9360405
## en16 N_NO2 5.248 4.912 4.912273 0.9360405
## en17 N_NO3 5.248 4.912 4.912273 0.9360405
## en1 OD_mg.L 5.248 4.807 4.807009 0.9347313
## en9 TURBIEDAD 5.248 4.754 4.754378 0.9340564
## en14 COLI_FEC 5.248 4.629 4.629249 0.9323945
## en5 E_COLI 5.248 4.544 4.543852 0.9312113
## en10 SST 5.248 4.346 4.346226 0.9283077
## en4 NI_TOT 5.037 1.581 1.580537 0.9266394
## en2 COLI_TOT 5.195 3.279 3.279171 0.9205480
## en SAAM 5.248 3.860 3.860321 0.9200055
## en6 HG_TOT 5.248 3.808 3.807689 0.9189894
## en11 COLOR_VER 5.248 3.550 3.549787 0.9136122
## en7 CR_TOT 5.143 2.383 2.383128 0.9118462
## en3 pH_CAMPO 5.248 3.314 3.314140 0.9080346
## var en mi ig gr
## en7 CR_TOT 2.666 1.653 1.6530344 0.6324936
## en11 COLOR_VER 4.129 1.462 1.4623736 0.3763725
## en5 E_COLI 4.932 1.653 1.6530344 0.3387708
## en6 HG_TOT 4.458 1.391 1.3905563 0.3356121
## en2 COLI_TOT 4.089 1.179 1.1792421 0.3310437
## en12 DUR_TOT 5.248 1.706 1.7056660 0.3250171
## en13 N_TOT 5.248 1.706 1.7056660 0.3250171
## en15 N_NH3 5.248 1.706 1.7056660 0.3250171
## en16 N_NO2 5.248 1.706 1.7056660 0.3250171
## en17 N_NO3 5.248 1.706 1.7056660 0.3250171
## en9 TURBIEDAD 5.143 1.653 1.6530344 0.3247591
## en4 TEMP_AGUA 5.037 1.581 1.5805374 0.3217528
## en1 OD_mg.L 5.195 1.653 1.6530344 0.3214354
## en SAAM 4.553 1.349 1.3486187 0.3214077
## en14 COLI_FEC 5.090 1.581 1.5805374 0.3183420
## en10 SST 4.932 1.455 1.4554088 0.3108598
## en3 pH_CAMPO 4.324 1.032 1.0317281 0.2826811
## en8 AS_TOT 4.247 0.432 0.4323814 0.1454249
## var en mi ig gr
## en5 NI_TOT 4.932 1.653 1.653034 0.9691431
## en7 CR_TOT 5.037 2.456 2.455625 0.9395854
## en12 DUR_TOT 5.248 4.880 4.879506 0.9297968
## en13 N_TOT 5.248 4.880 4.879506 0.9297968
## en15 N_NH3 5.248 4.880 4.879506 0.9297968
## en16 N_NO2 5.248 4.880 4.879506 0.9297968
## en17 N_NO3 5.248 4.880 4.879506 0.9297968
## en1 OD_mg.L 5.248 4.774 4.774243 0.9283599
## en9 TURBIEDAD 5.248 4.722 4.721612 0.9276191
## en14 COLI_FEC 5.248 4.596 4.596483 0.9257949
## en4 TEMP_AGUA 5.248 4.544 4.543852 0.9249999
## en10 SST 5.248 4.313 4.313460 0.9213092
## en SAAM 5.248 3.828 3.827555 0.9121966
## en6 HG_TOT 5.248 3.775 3.774923 0.9110812
## en11 COLOR_VER 5.248 3.517 3.517021 0.9051791
## en3 pH_CAMPO 5.248 3.281 3.281373 0.8990570
## en2 COLI_TOT 5.248 3.194 3.193773 0.8965747
## en8 AS_TOT 5.248 2.605 2.604807 0.8760872
## var en mi ig gr
## en7 CR_TOT 4.458 2.298 2.298410 0.8794309
## en5 NI_TOT 4.458 1.391 1.390556 0.8152571
## en10 SST 5.123 3.702 3.702426 0.7907989
## en12 DUR_TOT 5.248 4.143 4.143344 0.7895201
## en13 N_TOT 5.248 4.143 4.143344 0.7895201
## en15 N_NH3 5.248 4.143 4.143344 0.7895201
## en16 N_NO2 5.248 4.143 4.143344 0.7895201
## en17 N_NO3 5.248 4.143 4.143344 0.7895201
## en1 OD_mg.L 5.248 4.038 4.038081 0.7852118
## en9 TURBIEDAD 5.248 3.985 3.985449 0.7829909
## en SAAM 5.070 3.269 3.269153 0.7791162
## en14 COLI_FEC 5.248 3.860 3.860321 0.7775217
## en4 TEMP_AGUA 5.248 3.808 3.807689 0.7751380
## en6 E_COLI 5.248 3.775 3.774923 0.7736281
## en11 COLOR_VER 5.143 2.886 2.886122 0.7428040
## en3 pH_CAMPO 5.143 2.650 2.650474 0.7261982
## en2 COLI_TOT 5.195 2.510 2.510243 0.7046900
## en8 AS_TOT 5.070 2.046 2.046405 0.6882772
## var en mi ig gr
## en5 NI_TOT 2.666 1.653 1.6530344 0.9691431
## en7 HG_TOT 4.458 2.298 2.2984100 0.5547234
## en11 COLOR_VER 4.524 1.975 1.9749760 0.5083015
## en6 E_COLI 5.037 2.456 2.4556250 0.5032527
## en SAAM 4.715 2.095 2.0948485 0.4992518
## en12 DUR_TOT 5.248 2.614 2.6135197 0.4980099
## en13 N_TOT 5.248 2.614 2.6135197 0.4980099
## en15 N_NH3 5.248 2.614 2.6135197 0.4980099
## en16 N_NO2 5.248 2.614 2.6135197 0.4980099
## en17 N_NO3 5.248 2.614 2.6135197 0.4980099
## en9 TURBIEDAD 5.195 2.508 2.5082566 0.4927781
## en1 OD_mg.L 5.248 2.508 2.5082566 0.4877348
## en10 SST 5.018 2.278 2.2778648 0.4865277
## en4 TEMP_AGUA 5.143 2.383 2.3831280 0.4851376
## en14 COLI_FEC 5.195 2.383 2.3831280 0.4799948
## en2 COLI_TOT 4.564 1.612 1.6119972 0.4525293
## en3 pH_CAMPO 4.682 1.581 1.5814334 0.4332938
## en8 AS_TOT 4.616 0.970 0.9703997 0.3263791
## var en mi ig gr
## en2 COLI_TOT 4.458 2.077 2.0769691 0.5830589
## en4 TEMP_AGUA 5.070 2.815 2.8153338 0.5731225
## en12 DUR_TOT 5.248 2.973 2.9732285 0.5665529
## en13 N_TOT 5.248 2.973 2.9732285 0.5665529
## en15 N_NH3 5.248 2.973 2.9732285 0.5665529
## en16 N_NO2 5.248 2.973 2.9732285 0.5665529
## en17 N_NO3 5.248 2.973 2.9732285 0.5665529
## en9 TURBIEDAD 5.195 2.868 2.8679654 0.5634473
## en14 COLI_FEC 5.143 2.795 2.7954683 0.5630458
## en1 OD_mg.L 5.248 2.868 2.8679654 0.5576808
## en SAAM 4.890 2.279 2.2794251 0.5432408
## en3 pH_CAMPO 4.662 1.961 1.9610076 0.5372926
## en6 E_COLI 5.248 2.605 2.6048075 0.5338260
## en10 SST 5.195 2.460 2.4598134 0.5253900
## en11 COLOR_VER 4.880 1.979 1.9791644 0.5093794
## en7 HG_TOT 5.070 2.046 2.0464053 0.4939019
## en8 CR_TOT 4.616 0.970 0.9703997 0.3712999
## en5 NI_TOT 4.247 0.432 0.4323814 0.2534971
## var en mi ig gr
## en11 COLOR_VER 5.195 3.780 3.780179 0.9729083
## en12 DUR_TOT 5.248 5.090 5.090033 0.9699129
## en13 N_TOT 5.248 5.090 5.090033 0.9699129
## en15 N_NH3 5.248 5.090 5.090033 0.9699129
## en16 N_NO2 5.248 5.090 5.090033 0.9699129
## en17 N_NO3 5.248 5.090 5.090033 0.9699129
## en1 OD_mg.L 5.248 4.985 4.984770 0.9692971
## en5 NI_TOT 5.143 1.653 1.653034 0.9691431
## en14 COLI_FEC 5.248 4.807 4.807009 0.9681978
## en4 TEMP_AGUA 5.248 4.754 4.754378 0.9678571
## en6 E_COLI 5.248 4.722 4.721612 0.9676412
## en10 SST 5.248 4.524 4.523986 0.9662754
## en9 AS_TOT 5.195 2.868 2.867965 0.9645963
## en SAAM 5.248 4.038 4.038081 0.9623700
## en7 HG_TOT 5.248 3.985 3.985449 0.9618920
## en8 CR_TOT 5.195 2.508 2.508257 0.9597236
## en3 pH_CAMPO 5.248 3.492 3.491900 0.9567387
## en2 COLI_TOT 5.248 3.404 3.404300 0.9556749
## var en mi ig gr
## en7 HG_TOT 5.123 3.702 3.702426 0.8935840
## en12 DUR_TOT 5.248 4.682 4.681881 0.8921390
## en13 N_TOT 5.248 4.682 4.681881 0.8921390
## en15 N_NH3 5.248 4.682 4.681881 0.8921390
## en16 N_NO2 5.248 4.682 4.681881 0.8921390
## en17 N_NO3 5.248 4.682 4.681881 0.8921390
## en1 OD_mg.L 5.248 4.577 4.576618 0.8899312
## en10 TURBIEDAD 5.248 4.524 4.523986 0.8887931
## en14 COLI_FEC 5.248 4.399 4.398857 0.8859904
## en4 TEMP_AGUA 5.248 4.346 4.346226 0.8847689
## en6 E_COLI 5.248 4.313 4.313460 0.8839951
## en3 pH_CAMPO 5.143 3.189 3.189011 0.8737508
## en8 CR_TOT 5.018 2.278 2.277865 0.8715698
## en2 COLI_TOT 5.143 3.101 3.101411 0.8706462
## en11 COLOR_VER 5.195 3.372 3.372027 0.8678619
## en SAAM 5.248 3.630 3.629929 0.8650977
## en5 NI_TOT 4.932 1.455 1.455409 0.8532789
## en9 AS_TOT 5.195 2.460 2.459813 0.8273207
## var en mi ig gr
## en5 NI_TOT 4.129 1.462 1.462374 0.8573622
## en8 CR_TOT 4.524 1.975 1.974976 0.7556767
## en10 TURBIEDAD 5.195 3.780 3.780179 0.7426630
## en12 DUR_TOT 5.248 3.885 3.885442 0.7403765
## en13 N_TOT 5.248 3.885 3.885442 0.7403765
## en15 N_NH3 5.248 3.885 3.885442 0.7403765
## en16 N_NO2 5.248 3.885 3.885442 0.7403765
## en17 N_NO3 5.248 3.885 3.885442 0.7403765
## en14 COLI_FEC 5.195 3.655 3.655051 0.7361775
## en1 OD_mg.L 5.248 3.780 3.780179 0.7350624
## en4 TEMP_AGUA 5.248 3.550 3.549787 0.7226365
## en6 E_COLI 5.248 3.517 3.517021 0.7207740
## en11 SST 5.195 3.372 3.372027 0.7202292
## en SAAM 5.090 2.991 2.991385 0.7129177
## en2 COLI_TOT 4.912 2.535 2.535364 0.7117422
## en7 HG_TOT 5.143 2.886 2.886122 0.6965683
## en9 AS_TOT 4.880 1.979 1.979164 0.6656617
## en3 pH_CAMPO 5.143 2.393 2.392572 0.6555362
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 N_TOT 5.248 5.248 5.247928 1
## en14 COLI_FEC 5.248 4.965 4.964904 1
## en15 N_NH3 5.248 5.248 5.247928 1
## en16 N_NO2 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 COLI_FEC 5.248 4.965 4.964904 1
## en15 N_NH3 5.248 5.248 5.247928 1
## en16 N_NO2 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en2 COLI_TOT 4.965 3.562 3.562194 1.0000000
## en3 pH_CAMPO 5.143 3.472 3.472034 0.9512958
## en13 DUR_TOT 5.248 4.965 4.964904 0.9460695
## en14 N_TOT 5.248 4.965 4.964904 0.9460695
## en15 N_NH3 5.248 4.965 4.964904 0.9460695
## en16 N_NO2 5.248 4.965 4.964904 0.9460695
## en17 N_NO3 5.248 4.965 4.964904 0.9460695
## en1 OD_mg.L 5.248 4.860 4.859641 0.9449656
## en10 TURBIEDAD 5.248 4.807 4.807009 0.9443966
## en4 TEMP_AGUA 5.248 4.629 4.629249 0.9423844
## en6 E_COLI 5.248 4.596 4.596483 0.9419975
## en12 COLOR_VER 5.195 3.655 3.655051 0.9407038
## en9 AS_TOT 5.143 2.795 2.795468 0.9402131
## en11 SST 5.248 4.399 4.398857 0.9395492
## en SAAM 5.248 3.913 3.912952 0.9325489
## en7 HG_TOT 5.248 3.860 3.860321 0.9316920
## en5 NI_TOT 5.090 1.581 1.580537 0.9266394
## en8 CR_TOT 5.195 2.383 2.383128 0.9118462
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 N_TOT 5.248 5.248 5.247928 1
## en15 COLI_FEC 5.248 4.965 4.964904 1
## en16 N_NO2 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 N_TOT 5.248 5.248 5.247928 1
## en15 COLI_FEC 5.248 4.965 4.964904 1
## en16 N_NH3 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 N_TOT 5.248 5.248 5.247928 1
## en15 COLI_FEC 5.248 4.965 4.964904 1
## en16 N_NH3 5.248 5.248 5.247928 1
## en17 N_NO2 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1Gráficas Proporción de Ganancia (de información)
for (l in seq_along(eti_sitio)) {
print(myplot <- ggplot(var_rank_info(sitio_mim, eti_sitio[l]), aes(x = reorder(var, gr),y = gr, fill = var))
+ geom_bar(stat = "identity")
+ coord_flip()
+ theme_bw()
+ xlab("")
+ ylab("Proporción de Ganancia (de información)")
+ ggtitle(names_eti_sitio[l])
+ theme(plot.title = element_text(hjust = 0.5))
+ guides(fill = FALSE))
print(var_rank_info(sitio_mim, eti_sitio[l]))
#save table in csv
#name_gr <- names_eti_sitio[l]
#name_table_gr <- paste("csv-graphs/tlaco/gr/",name_gr,"_gr.csv",sep = "")
#write.table(var_rank_info(sitio_mim, eti_sitio[l]), file = name_table_gr, sep = ",", col.names = NA)
#save plot
#plot_gr <- paste("images/tlaco/gr/",name_gr,"_gr.png",sep = "")
#ggsave(plot_gr)
}
## var en mi ig gr
## en7 CR_TOT 4.715 2.095 2.094849 0.8015430
## en12 DUR_TOT 5.248 4.196 4.195976 0.7995491
## en13 N_TOT 5.248 4.196 4.195976 0.7995491
## en15 N_NH3 5.248 4.196 4.195976 0.7995491
## en16 N_NO2 5.248 4.196 4.195976 0.7995491
## en17 N_NO3 5.248 4.196 4.195976 0.7995491
## en OD_mg.L 5.248 4.091 4.090713 0.7954461
## en9 TURBIEDAD 5.248 4.038 4.038081 0.7933310
## en4 NI_TOT 4.553 1.349 1.348619 0.7906699
## en6 HG_TOT 5.070 3.269 3.269153 0.7890130
## en14 COLI_FEC 5.248 3.913 3.912952 0.7881224
## en3 TEMP_AGUA 5.248 3.860 3.860321 0.7858523
## en5 E_COLI 5.248 3.828 3.827555 0.7844143
## en10 SST 5.248 3.630 3.629929 0.7753143
## en11 COLOR_VER 5.090 2.991 2.991385 0.7698957
## en8 AS_TOT 4.890 2.279 2.279425 0.7666498
## en1 COLI_TOT 5.090 2.668 2.668137 0.7490151
## en2 pH_CAMPO 5.143 2.703 2.703106 0.7406186
## var en mi ig gr
## en12 DUR_TOT 5.248 5.143 5.142664 0.9799420
## en13 N_TOT 5.248 5.143 5.142664 0.9799420
## en15 N_NH3 5.248 5.143 5.142664 0.9799420
## en16 N_NO2 5.248 5.143 5.142664 0.9799420
## en17 N_NO3 5.248 5.143 5.142664 0.9799420
## en9 TURBIEDAD 5.248 4.985 4.984770 0.9793197
## en14 COLI_FEC 5.248 4.860 4.859641 0.9787986
## en3 TEMP_AGUA 5.248 4.807 4.807009 0.9785714
## en5 E_COLI 5.248 4.774 4.774243 0.9784275
## en10 SST 5.248 4.577 4.576618 0.9775169
## en SAAM 5.248 4.091 4.090713 0.9749133
## en6 HG_TOT 5.248 4.038 4.038081 0.9745946
## en11 COLOR_VER 5.248 3.780 3.780179 0.9729083
## en2 pH_CAMPO 5.248 3.545 3.544531 0.9711592
## en1 COLI_TOT 5.248 3.457 3.456931 0.9704499
## en4 NI_TOT 5.195 1.653 1.653034 0.9691431
## en8 AS_TOT 5.248 2.868 2.867965 0.9645963
## en7 CR_TOT 5.248 2.508 2.508257 0.9597236
## var en mi ig gr
## en14 COLI_FEC 4.965 3.562 3.562194 0.7174750
## en8 AS_TOT 4.458 2.077 2.076969 0.6985568
## en4 NI_TOT 4.089 1.179 1.179242 0.6913675
## en12 DUR_TOT 5.248 3.562 3.562194 0.6787812
## en13 N_TOT 5.248 3.562 3.562194 0.6787812
## en15 N_NH3 5.248 3.562 3.562194 0.6787812
## en16 N_NO2 5.248 3.562 3.562194 0.6787812
## en17 N_NO3 5.248 3.562 3.562194 0.6787812
## en1 OD_mg.L 5.248 3.457 3.456931 0.6722063
## en9 TURBIEDAD 5.248 3.404 3.404300 0.6688169
## en3 TEMP_AGUA 5.195 3.279 3.279171 0.6675466
## en10 SST 5.143 3.101 3.101411 0.6624284
## en5 E_COLI 5.248 3.194 3.193773 0.6545280
## en11 COLOR_VER 4.912 2.535 2.535364 0.6525291
## en2 pH_CAMPO 4.880 2.332 2.332482 0.6390723
## en SAAM 5.090 2.668 2.668137 0.6358801
## en7 CR_TOT 4.564 1.612 1.611997 0.6167917
## en6 HG_TOT 5.195 2.510 2.510243 0.6058494
## var en mi ig gr
## en14 COLI_FEC 5.143 3.472 3.472034 0.6993155
## en12 DUR_TOT 5.248 3.650 3.649794 0.6954735
## en13 N_TOT 5.248 3.650 3.649794 0.6954735
## en15 N_NH3 5.248 3.650 3.649794 0.6954735
## en16 N_NO2 5.248 3.650 3.649794 0.6954735
## en17 N_NO3 5.248 3.650 3.649794 0.6954735
## en1 OD_mg.L 5.248 3.545 3.544531 0.6892403
## en9 TURBIEDAD 5.248 3.492 3.491900 0.6860270
## en10 SST 5.143 3.189 3.189011 0.6811389
## en3 TEMP_AGUA 5.248 3.314 3.314140 0.6746652
## en5 E_COLI 5.248 3.281 3.281373 0.6724806
## en8 AS_TOT 4.662 1.961 1.961008 0.6595550
## en2 COLI_TOT 4.880 2.332 2.332482 0.6547881
## en SAAM 5.143 2.703 2.703106 0.6442139
## en6 HG_TOT 5.143 2.650 2.650474 0.6396944
## en11 COLOR_VER 5.143 2.393 2.392572 0.6157786
## en7 CR_TOT 4.682 1.581 1.581433 0.6050972
## en4 NI_TOT 4.324 1.032 1.031728 0.6048828
## var en mi ig gr
## en8 AS_TOT 5.070 2.815 2.815334 0.9468945
## en12 DUR_TOT 5.248 4.912 4.912273 0.9360405
## en13 N_TOT 5.248 4.912 4.912273 0.9360405
## en15 N_NH3 5.248 4.912 4.912273 0.9360405
## en16 N_NO2 5.248 4.912 4.912273 0.9360405
## en17 N_NO3 5.248 4.912 4.912273 0.9360405
## en1 OD_mg.L 5.248 4.807 4.807009 0.9347313
## en9 TURBIEDAD 5.248 4.754 4.754378 0.9340564
## en14 COLI_FEC 5.248 4.629 4.629249 0.9323945
## en5 E_COLI 5.248 4.544 4.543852 0.9312113
## en10 SST 5.248 4.346 4.346226 0.9283077
## en4 NI_TOT 5.037 1.581 1.580537 0.9266394
## en2 COLI_TOT 5.195 3.279 3.279171 0.9205480
## en SAAM 5.248 3.860 3.860321 0.9200055
## en6 HG_TOT 5.248 3.808 3.807689 0.9189894
## en11 COLOR_VER 5.248 3.550 3.549787 0.9136122
## en7 CR_TOT 5.143 2.383 2.383128 0.9118462
## en3 pH_CAMPO 5.248 3.314 3.314140 0.9080346
## var en mi ig gr
## en7 CR_TOT 2.666 1.653 1.6530344 0.6324936
## en11 COLOR_VER 4.129 1.462 1.4623736 0.3763725
## en5 E_COLI 4.932 1.653 1.6530344 0.3387708
## en6 HG_TOT 4.458 1.391 1.3905563 0.3356121
## en2 COLI_TOT 4.089 1.179 1.1792421 0.3310437
## en12 DUR_TOT 5.248 1.706 1.7056660 0.3250171
## en13 N_TOT 5.248 1.706 1.7056660 0.3250171
## en15 N_NH3 5.248 1.706 1.7056660 0.3250171
## en16 N_NO2 5.248 1.706 1.7056660 0.3250171
## en17 N_NO3 5.248 1.706 1.7056660 0.3250171
## en9 TURBIEDAD 5.143 1.653 1.6530344 0.3247591
## en4 TEMP_AGUA 5.037 1.581 1.5805374 0.3217528
## en1 OD_mg.L 5.195 1.653 1.6530344 0.3214354
## en SAAM 4.553 1.349 1.3486187 0.3214077
## en14 COLI_FEC 5.090 1.581 1.5805374 0.3183420
## en10 SST 4.932 1.455 1.4554088 0.3108598
## en3 pH_CAMPO 4.324 1.032 1.0317281 0.2826811
## en8 AS_TOT 4.247 0.432 0.4323814 0.1454249
## var en mi ig gr
## en5 NI_TOT 4.932 1.653 1.653034 0.9691431
## en7 CR_TOT 5.037 2.456 2.455625 0.9395854
## en12 DUR_TOT 5.248 4.880 4.879506 0.9297968
## en13 N_TOT 5.248 4.880 4.879506 0.9297968
## en15 N_NH3 5.248 4.880 4.879506 0.9297968
## en16 N_NO2 5.248 4.880 4.879506 0.9297968
## en17 N_NO3 5.248 4.880 4.879506 0.9297968
## en1 OD_mg.L 5.248 4.774 4.774243 0.9283599
## en9 TURBIEDAD 5.248 4.722 4.721612 0.9276191
## en14 COLI_FEC 5.248 4.596 4.596483 0.9257949
## en4 TEMP_AGUA 5.248 4.544 4.543852 0.9249999
## en10 SST 5.248 4.313 4.313460 0.9213092
## en SAAM 5.248 3.828 3.827555 0.9121966
## en6 HG_TOT 5.248 3.775 3.774923 0.9110812
## en11 COLOR_VER 5.248 3.517 3.517021 0.9051791
## en3 pH_CAMPO 5.248 3.281 3.281373 0.8990570
## en2 COLI_TOT 5.248 3.194 3.193773 0.8965747
## en8 AS_TOT 5.248 2.605 2.604807 0.8760872
## var en mi ig gr
## en7 CR_TOT 4.458 2.298 2.298410 0.8794309
## en5 NI_TOT 4.458 1.391 1.390556 0.8152571
## en10 SST 5.123 3.702 3.702426 0.7907989
## en12 DUR_TOT 5.248 4.143 4.143344 0.7895201
## en13 N_TOT 5.248 4.143 4.143344 0.7895201
## en15 N_NH3 5.248 4.143 4.143344 0.7895201
## en16 N_NO2 5.248 4.143 4.143344 0.7895201
## en17 N_NO3 5.248 4.143 4.143344 0.7895201
## en1 OD_mg.L 5.248 4.038 4.038081 0.7852118
## en9 TURBIEDAD 5.248 3.985 3.985449 0.7829909
## en SAAM 5.070 3.269 3.269153 0.7791162
## en14 COLI_FEC 5.248 3.860 3.860321 0.7775217
## en4 TEMP_AGUA 5.248 3.808 3.807689 0.7751380
## en6 E_COLI 5.248 3.775 3.774923 0.7736281
## en11 COLOR_VER 5.143 2.886 2.886122 0.7428040
## en3 pH_CAMPO 5.143 2.650 2.650474 0.7261982
## en2 COLI_TOT 5.195 2.510 2.510243 0.7046900
## en8 AS_TOT 5.070 2.046 2.046405 0.6882772
## var en mi ig gr
## en5 NI_TOT 2.666 1.653 1.6530344 0.9691431
## en7 HG_TOT 4.458 2.298 2.2984100 0.5547234
## en11 COLOR_VER 4.524 1.975 1.9749760 0.5083015
## en6 E_COLI 5.037 2.456 2.4556250 0.5032527
## en SAAM 4.715 2.095 2.0948485 0.4992518
## en12 DUR_TOT 5.248 2.614 2.6135197 0.4980099
## en13 N_TOT 5.248 2.614 2.6135197 0.4980099
## en15 N_NH3 5.248 2.614 2.6135197 0.4980099
## en16 N_NO2 5.248 2.614 2.6135197 0.4980099
## en17 N_NO3 5.248 2.614 2.6135197 0.4980099
## en9 TURBIEDAD 5.195 2.508 2.5082566 0.4927781
## en1 OD_mg.L 5.248 2.508 2.5082566 0.4877348
## en10 SST 5.018 2.278 2.2778648 0.4865277
## en4 TEMP_AGUA 5.143 2.383 2.3831280 0.4851376
## en14 COLI_FEC 5.195 2.383 2.3831280 0.4799948
## en2 COLI_TOT 4.564 1.612 1.6119972 0.4525293
## en3 pH_CAMPO 4.682 1.581 1.5814334 0.4332938
## en8 AS_TOT 4.616 0.970 0.9703997 0.3263791
## var en mi ig gr
## en2 COLI_TOT 4.458 2.077 2.0769691 0.5830589
## en4 TEMP_AGUA 5.070 2.815 2.8153338 0.5731225
## en12 DUR_TOT 5.248 2.973 2.9732285 0.5665529
## en13 N_TOT 5.248 2.973 2.9732285 0.5665529
## en15 N_NH3 5.248 2.973 2.9732285 0.5665529
## en16 N_NO2 5.248 2.973 2.9732285 0.5665529
## en17 N_NO3 5.248 2.973 2.9732285 0.5665529
## en9 TURBIEDAD 5.195 2.868 2.8679654 0.5634473
## en14 COLI_FEC 5.143 2.795 2.7954683 0.5630458
## en1 OD_mg.L 5.248 2.868 2.8679654 0.5576808
## en SAAM 4.890 2.279 2.2794251 0.5432408
## en3 pH_CAMPO 4.662 1.961 1.9610076 0.5372926
## en6 E_COLI 5.248 2.605 2.6048075 0.5338260
## en10 SST 5.195 2.460 2.4598134 0.5253900
## en11 COLOR_VER 4.880 1.979 1.9791644 0.5093794
## en7 HG_TOT 5.070 2.046 2.0464053 0.4939019
## en8 CR_TOT 4.616 0.970 0.9703997 0.3712999
## en5 NI_TOT 4.247 0.432 0.4323814 0.2534971
## var en mi ig gr
## en11 COLOR_VER 5.195 3.780 3.780179 0.9729083
## en12 DUR_TOT 5.248 5.090 5.090033 0.9699129
## en13 N_TOT 5.248 5.090 5.090033 0.9699129
## en15 N_NH3 5.248 5.090 5.090033 0.9699129
## en16 N_NO2 5.248 5.090 5.090033 0.9699129
## en17 N_NO3 5.248 5.090 5.090033 0.9699129
## en1 OD_mg.L 5.248 4.985 4.984770 0.9692971
## en5 NI_TOT 5.143 1.653 1.653034 0.9691431
## en14 COLI_FEC 5.248 4.807 4.807009 0.9681978
## en4 TEMP_AGUA 5.248 4.754 4.754378 0.9678571
## en6 E_COLI 5.248 4.722 4.721612 0.9676412
## en10 SST 5.248 4.524 4.523986 0.9662754
## en9 AS_TOT 5.195 2.868 2.867965 0.9645963
## en SAAM 5.248 4.038 4.038081 0.9623700
## en7 HG_TOT 5.248 3.985 3.985449 0.9618920
## en8 CR_TOT 5.195 2.508 2.508257 0.9597236
## en3 pH_CAMPO 5.248 3.492 3.491900 0.9567387
## en2 COLI_TOT 5.248 3.404 3.404300 0.9556749
## var en mi ig gr
## en7 HG_TOT 5.123 3.702 3.702426 0.8935840
## en12 DUR_TOT 5.248 4.682 4.681881 0.8921390
## en13 N_TOT 5.248 4.682 4.681881 0.8921390
## en15 N_NH3 5.248 4.682 4.681881 0.8921390
## en16 N_NO2 5.248 4.682 4.681881 0.8921390
## en17 N_NO3 5.248 4.682 4.681881 0.8921390
## en1 OD_mg.L 5.248 4.577 4.576618 0.8899312
## en10 TURBIEDAD 5.248 4.524 4.523986 0.8887931
## en14 COLI_FEC 5.248 4.399 4.398857 0.8859904
## en4 TEMP_AGUA 5.248 4.346 4.346226 0.8847689
## en6 E_COLI 5.248 4.313 4.313460 0.8839951
## en3 pH_CAMPO 5.143 3.189 3.189011 0.8737508
## en8 CR_TOT 5.018 2.278 2.277865 0.8715698
## en2 COLI_TOT 5.143 3.101 3.101411 0.8706462
## en11 COLOR_VER 5.195 3.372 3.372027 0.8678619
## en SAAM 5.248 3.630 3.629929 0.8650977
## en5 NI_TOT 4.932 1.455 1.455409 0.8532789
## en9 AS_TOT 5.195 2.460 2.459813 0.8273207
## var en mi ig gr
## en5 NI_TOT 4.129 1.462 1.462374 0.8573622
## en8 CR_TOT 4.524 1.975 1.974976 0.7556767
## en10 TURBIEDAD 5.195 3.780 3.780179 0.7426630
## en12 DUR_TOT 5.248 3.885 3.885442 0.7403765
## en13 N_TOT 5.248 3.885 3.885442 0.7403765
## en15 N_NH3 5.248 3.885 3.885442 0.7403765
## en16 N_NO2 5.248 3.885 3.885442 0.7403765
## en17 N_NO3 5.248 3.885 3.885442 0.7403765
## en14 COLI_FEC 5.195 3.655 3.655051 0.7361775
## en1 OD_mg.L 5.248 3.780 3.780179 0.7350624
## en4 TEMP_AGUA 5.248 3.550 3.549787 0.7226365
## en6 E_COLI 5.248 3.517 3.517021 0.7207740
## en11 SST 5.195 3.372 3.372027 0.7202292
## en SAAM 5.090 2.991 2.991385 0.7129177
## en2 COLI_TOT 4.912 2.535 2.535364 0.7117422
## en7 HG_TOT 5.143 2.886 2.886122 0.6965683
## en9 AS_TOT 4.880 1.979 1.979164 0.6656617
## en3 pH_CAMPO 5.143 2.393 2.392572 0.6555362
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 N_TOT 5.248 5.248 5.247928 1
## en14 COLI_FEC 5.248 4.965 4.964904 1
## en15 N_NH3 5.248 5.248 5.247928 1
## en16 N_NO2 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 COLI_FEC 5.248 4.965 4.964904 1
## en15 N_NH3 5.248 5.248 5.247928 1
## en16 N_NO2 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en2 COLI_TOT 4.965 3.562 3.562194 1.0000000
## en3 pH_CAMPO 5.143 3.472 3.472034 0.9512958
## en13 DUR_TOT 5.248 4.965 4.964904 0.9460695
## en14 N_TOT 5.248 4.965 4.964904 0.9460695
## en15 N_NH3 5.248 4.965 4.964904 0.9460695
## en16 N_NO2 5.248 4.965 4.964904 0.9460695
## en17 N_NO3 5.248 4.965 4.964904 0.9460695
## en1 OD_mg.L 5.248 4.860 4.859641 0.9449656
## en10 TURBIEDAD 5.248 4.807 4.807009 0.9443966
## en4 TEMP_AGUA 5.248 4.629 4.629249 0.9423844
## en6 E_COLI 5.248 4.596 4.596483 0.9419975
## en12 COLOR_VER 5.195 3.655 3.655051 0.9407038
## en9 AS_TOT 5.143 2.795 2.795468 0.9402131
## en11 SST 5.248 4.399 4.398857 0.9395492
## en SAAM 5.248 3.913 3.912952 0.9325489
## en7 HG_TOT 5.248 3.860 3.860321 0.9316920
## en5 NI_TOT 5.090 1.581 1.580537 0.9266394
## en8 CR_TOT 5.195 2.383 2.383128 0.9118462
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 N_TOT 5.248 5.248 5.247928 1
## en15 COLI_FEC 5.248 4.965 4.964904 1
## en16 N_NO2 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 N_TOT 5.248 5.248 5.247928 1
## en15 COLI_FEC 5.248 4.965 4.964904 1
## en16 N_NH3 5.248 5.248 5.247928 1
## en17 N_NO3 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1
## var en mi ig gr
## en SAAM 5.248 4.196 4.195976 1
## en2 COLI_TOT 5.248 3.562 3.562194 1
## en4 TEMP_AGUA 5.248 4.912 4.912273 1
## en5 NI_TOT 5.248 1.706 1.705666 1
## en6 E_COLI 5.248 4.880 4.879506 1
## en7 HG_TOT 5.248 4.143 4.143344 1
## en10 TURBIEDAD 5.248 5.090 5.090033 1
## en11 SST 5.248 4.682 4.681881 1
## en13 DUR_TOT 5.248 5.248 5.247928 1
## en14 N_TOT 5.248 5.248 5.247928 1
## en15 COLI_FEC 5.248 4.965 4.964904 1
## en16 N_NH3 5.248 5.248 5.247928 1
## en17 N_NO2 5.248 5.248 5.247928 1
## en3 pH_CAMPO 5.248 3.650 3.649794 1
## en9 AS_TOT 5.248 2.973 2.973229 1
## en1 OD_mg.L 5.248 5.143 5.142664 1
## en8 CR_TOT 5.248 2.614 2.613520 1
## en12 COLOR_VER 5.248 3.885 3.885442 1